Deep-Learning

Establishing a Scalable Sparse Ecosystem with the Universal Sparse Tensor

• UST decouples tensor sparsity from memory representation, enabling flexible storage formats. • Developers describe storage via a DSL, focusing solely on sparsity patterns. • Comp

Enhancing Neural Network Training at Yelp: Achieving 1,400x Speedup with WideAndDeep

• Reduced pCTR model training from 75 hours/epoch on 450M samples to under 1 hour on 2B samples. • Built ArrowStreamServer, an in‑house low‑latency Parquet streaming library, repla

Efficient Visual Representation Learning And Evaluation

• Etsy leverages computer vision to enhance shopping via visual search and recommendations. • Deep neural networks encode images into vector representations, powering downstream ta